Vol 8, No 1 (2017) > Civil Engineering >

Prediction of Bus Arrival Times at Bus Stop

Ruslawati Abdul Wahab, Muhamad Nazri Borhan, Riza Atiq Abdullah O.K. Rahmat

 

Abstract: Bus arrival time is very
important to passengers, not only at the origin terminal but also at every
stop. If there is no predicted arrival time at a stop, the headway designed
should match the bus frequency at the stop. The uncertainty in bus arrival time
can hinder the headway from matching the bus frequency at the stops. Moreover,
lack of information on the service route and actual arrival times at stops
leads to difficulty for passengers in planning their trips. Observation surveys
were conducted to collect data on the problems of bus arrival frequency and
uncertain arrival times at a selected stop with multiple routes during off-peak
hours in Putrajaya Malaysia. This paper proposes a method to estimate arrival
times at bus stops using the adaptive neuro fuzzy inference system (ANFIS) and
several models are proposed to predict arrival times using MATLAB Curve Fitting
Tool. All the proposed models exhibited RMSE close to 0 and R2 close
to 1.
Keywords: Arrival prediction; Arrival time; Delay; Headway; Waiting time

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References


Berrebi, S.J., Watkins, K.E., Laval, J.A., 2015. A Real-time Bus Dispatching Policy to Minimize Passenger Wait on a High Frequency Route. Transportation Research Part B: Methodological, Volume 81, pp. 377-389

Bin, Y., Zhongzhen, Y., Baozhen, Y., 2006. Bus Arrival Time Prediction using Support Vector Machines. Journal of Intelligent Transportation Systems, Volume 10(4), pp. 151-158

Kikuchi, S., 1985. Relationship between the Number of Stops and Headway for a Fixed-route Transit System. Transportation Research Part A: General, Volume 19(1), pp. 65-71

Rahmat, O.K., R.A.A., 2015. Urban Transport Planning. Universiti Kebangsaan Malaysia, UKM Press, Bangi, Malaysia, pp. 81-96

Soh, K.L., Chong, C.L., Wong, W.P., Hiew, Y.H., 2014. Proclivity of University Students to Use Public Bus Transport Service. Comprehensive Research Journal of Education and General Studies (CRJEGS), Volume 2(2), pp. 24-34

Wagale, M., Singh, A.P., Sarkar, A.K., Arkatkar, S., 2013. Real-time Optimal Bus Scheduling for a City using a DTR Model. In: Proceedings of the 2nd Conference of the Transportation Research Group of India (2nd CTRG), Uttar Pradesh, 12th to 15th December 2013, India

Yu, B., Lam, W.H.K., Tam, M.L., 2011. Bus Arrival Time Prediction at Bus Stop with Multiple Routes. Transportation Research Part C: Emerging Technologies, Volume 19(6), pp. 1157-1170

Yu, B., Yu, B., Lu, J., Yang, Z., 2010. An Adaptive Bus Arrival Time Prediction Model. Journal of the Eastern Asia Society for Transportation Studies, Volume 8, pp. 1126-1136